Computationally cumbersome

USAGE SUMMARY

The phrase "Computationally cumbersome" is correct and usable in written English.
It can be used to describe a process or task that requires significant computational resources or is inefficient in terms of computation. Example: "The algorithm was deemed computationally cumbersome, leading to longer processing times than anticipated."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

23 human-written examples

However, it can be computationally cumbersome when | C | goes large.

EURASIP Journal on Wireless Communications and Networking

Moreover, the data may create large matrices that are computationally cumbersome.

Forest Ecosystems

This random search can be computationally cumbersome in cases involving segmentation of multiple structures.

Computer Vision and Image Understanding

As it contains some of the image information, complete reconstruction by computationally cumbersome techniques like inpainting is not desired here.

EURASIP Journal on Advances in Signal Processing

On the negative side, DPC encoding is computationally cumbersome [11], and practical DPC code design is still an active area of research (see [23, 24] and references therein).

EURASIP Journal on Wireless Communications and Networking

The Perez model is more computationally cumbersome than the others because it represents the isotropic diffuse, circumsolar, and horizon brightening components with more details using empirically derived coefficients.

International Journal of Energy and Environmental Engineering

Human-verified similar examples from authoritative sources

Similar Expressions

37 human-written examples

● Computationally burdensome and cumbersome to use even for relatively straightforward practical situations.

Environmental Systems Research

Though methodically simple, it is not an attractive way of prediction from the practical point of view: the size of the matrices needed for BE calculation is too large, thus their inversion is very cumbersome and computationally intensive.

Journal of Sound and Vibration

While nonlinear machine methods have been widely used in environmental forecasting, in situations where new data arrive continually, the need to make frequent model updates can become cumbersome and computationally costly.

Journal of Hydrology

These types of group-based filterings can be cumbersome and computationally very demanding for other types of analysis strategies, but with the canvasDB it can be executed using one single R command.

Database : the journal of biological databases and curation

In contrast SVMs do not provide any methods for automatic parameter optimization, so all free parameters must be either set heuristically or optimized by cumbersome and computationally demanding methods, such as nested cross-validation, ultimately allowing for only a very limited number of parameters to be learned from the data.

Human Brain Mapping

Expert writing Tips

Best practice

When describing the complexity of an algorithm or model, use "computationally cumbersome" to clearly communicate that the computational resources required are substantial and potentially problematic. Focus on the impact of the process on the available computing power.

Common error

Avoid using "computationally cumbersome" as a vague descriptor. Specify why the computation is cumbersome, such as the large dataset size, complex algorithm, or limited hardware resources. Provide context to show the scale of the computational challenge.

Linguistic Context

The phrase "computationally cumbersome" functions as an adjective phrase that modifies a noun, describing it as requiring significant computational resources or being inefficient in terms of computation. Ludwig AI confirms its correct usage.

Expression frequency: Common

Frequent in

Science

90%

News & Media

5%

Encyclopedias

5%

Less common in

Formal & Business

0%

Academia

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "computationally cumbersome" is a grammatically correct and useful phrase for describing processes that demand significant computational resources. Ludwig AI confirms its validity, indicating its consistent usage in formal contexts. The phrase is most commonly found in scientific literature, where it serves to highlight the challenges and limitations of certain algorithms or models. While the phrase is well-established, writers should quantify the "cumbersome" nature by specifying the reasons behind the high computational demands, such as large datasets or complex algorithms. Alternatives such as "computationally intensive" and "computationally expensive" can be used to convey similar meanings.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

Computationally intensive

Replaces "cumbersome" with "intensive", focusing on the high computational load.

Computationally expensive

Substitutes "cumbersome" with "expensive", highlighting the cost in computational resources.

Computationally demanding

Uses "demanding" instead of "cumbersome" to indicate high requirements.

Resource-intensive computationally

Emphasizes the significant demand on computational resources.

Computationally challenging

Emphasizes the difficulty from a computational perspective.

Computationally inefficient

Focuses on the lack of efficiency in terms of computation.

Computationally prohibitive

Highlights that the computational cost might make the operation infeasible.

Difficult to compute

Simplifies the phrase to emphasize the difficulty in performing the computation.

Requires significant computation

States directly that the process needs a large amount of computation.

Presents a computational burden

Highlights the computational load as a challenge.

FAQs

How can I replace the phrase "Computationally cumbersome" in my writing?

You can use alternatives such as "computationally intensive", "computationally expensive", or "resource-intensive computationally" depending on the specific context.

What does it mean for a process to be "Computationally cumbersome"?

When a process is described as "computationally cumbersome", it means that it requires a significant amount of computing power, time, or memory, making it difficult or impractical to perform, especially with limited resources.

Is "Computationally cumbersome" the same as "computationally complex"?

While related, "computationally complex" refers to the theoretical difficulty of an algorithm, while "computationally cumbersome" emphasizes the practical challenges and resource demands in implementing or executing that algorithm.

In what contexts is it appropriate to use the term "Computationally cumbersome"?

The term "Computationally cumbersome" is appropriate in technical, scientific, and academic contexts when discussing algorithms, models, or processes that require substantial computational resources. It's particularly useful when highlighting the limitations or challenges associated with their implementation.